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Topology-Based Machine-Learning for Modeling Power-System Responses to Contingencies

This is the companion dataset to the presentation NREL/PR-6A20-77485, which was presented at the 2020 Joint Statistical Meeting on August 3, 2020. Developed for the machine-learning predictive modeling of power-system responses to disruptions, it…
power system
graph theory
topological data analysis
simulation
machine learning
resilience
Submitted 08/01/2020 - 08:43 by Brian W Bush

A National Thermal Generator Performance Database

This submission contains cleaned and filtered data from the Environmental Protection Agency Clean Air Markets CAM database of thermal power plant operation and performance.
NREL
energy
data
thermal plant
thermal performance
part load
heat rate
boiler
coal
natural gas
diesel
oil
combustion
turbine
wood
Submitted 12/05/2018 - 15:09 by Michael Rossol

ResStock County/Household Income Assignment CHIA

These data tables are cross-tabulations that provide the distribution of households by household income, converted to Federal Poverty Level (FPL) or Area Median Income (AMI) bins, and tenure status (owner or renter), specified by location and various…
NREL
energy
data
residential
buildings
demographics
ACS
AHS
ResStock
LMI
income
low-income
Submitted 07/02/2019 - 15:53 by Chioke Harris

WIND Toolkit Power Data Site Index

This spreadsheet contains per-site metadata for the WIND Toolkit sites and serves as an index for the raw data hosted on Globus connect (nrel#globus:/globusro/met_data). Aside from the metadata, per site average power and capacity factor are given. This…
NREL
energy
data
wind
Toolkit
power
capacity factor
wind integration
USA
Submitted 10/17/2016 - 14:35 by Caleb Phillips

High Throughput Experimental Materials Database

The mission of the High Throughput Experimental Materials Database (HTEM DB) is to enable discovery of new materials with useful properties by releasing large amounts of high-quality experimental data to public. The HTEM DB contains information about…
NREL
energy
data
combinatorial
materials
database
experimental
property
electrical
optical
HTEM
API
computational science
solar
Submitted 10/13/2017 - 07:14 by Caleb Phillips

dGen (Distributed Generation Market Demand) Model Data: Alpha Release

Open sourced data needed to run the basic alpha release version of the dGen model. Includes a pre-generated agent file of 100,000 agents in pickle file format along with the base schema and table data in parquet format that are needed to create a…
NREL
energy
data
dGen
Distributed Generation Market Demand Model
adoption
solar adoption
solar
photovoltaic
PV adoption
agent based model
techno-economic modeling
TEA
techno-economic analysis
dGen alpha release
RiDER
Resilient Planning for Distributed Energy Resources
agent based modeling
Submitted 04/01/2020 - 11:36 by Trevor Stanley

Caerbannog Point Clouds

The Caerbannog Point Clouds provide point-sampled 3D models occluded in clouds of points. We synthesized the 3D point clouds from polygonal models, point-sampling the models and surrounding them in a point cloud such that the shape of the model is…
data visualizations
data analysis
scatterplots
visual perception
Submitted 12/01/2020 - 11:37 by Kenny Gruchalla

WIND Toolkit Offshore Summary Dataset

This dataset contains summary statistics for offshore wind resources for the continental United States derived from the Wind Integration National Datatset (WIND) Toolkit. These data are available in two formats: GDB - Compressed geodatabases containing…
NREL
energy
data
wind
Toolkit
offshore
United States
geodatabases
GIS
Pacific
Atlantic
Gulf
HD5F
renewable energy
RE
Bureau of Oceanic Energy Management
BOEM
energy system integration
wind integration
Submitted 07/21/2017 - 15:41 by Caleb Phillips

Lignin Forcefield Source Datafiles

Three archives are provided here comprising the development of a CHARMM36-compatible lignin forcefield suitable for use in biomolecular simulations. One archive parameters.zip contains the output topology and parameter files in CHARMM format suitable for…
NREL
data
lignin
CHARMM
molecular dynamics
parameterization
polymerization
feedstocks
force field
Submitted 04/30/2018 - 15:17 by Joshua Vermaas

NREL HPC Eagle Jobs Data

3 months of Eagle jobs data including Slurm metadata and derived power use characterization.
HPC
node usage
processors
Eagle
Submitted 11/24/2020 - 10:37 by Hilary Egan